A governed organisational memory is not an integration exercise. Four problems sit at its core where no adequate methods exist today, and solving them is the work.
The lesson in a salary negotiation is valuable; the salary is confidential. The pattern in a customer's churn is reusable; the customer's data is not. We are building extraction and recall mechanisms where learning generalises while its sensitive substrate stays sealed: redaction-aware trajectories, purpose-bound recall, and provable separation between what the brain knows and what it will say to whom.
When an agent spawns agents that spawn agents, "who authorised this?" must have a checkable answer. We are building delegation chains with scoped, expiring authority and verifiable receipts, so an organisation can let agents act at machine speed without surrendering accountability.
Partnerships, supply chains and advisory relationships all run on shared context that today lives in email threads and people's heads. We are building selective, revocable memory federation: governed slices of one brain consultable by another, with provenance intact and the ability to walk it back when the relationship changes.
A brain that learns must not be a brain that can be quietly corrupted. We are building revision mechanics on a bitemporal record: the playbook updates when the world answers back, the old belief is preserved alongside the new one, and every change carries evidence for why it happened.
The record is bitemporal: what was believed, and when, is preserved forever. Corrections add; they never erase.
The brain links what the evidence links. Where causation is uncertain, the record says so, rather than manufacturing a tidy story.
Your memory is your asset. It is not our training data, and it moves with you, across vendors and across models.
Access, recall and learning flows are all provable after the fact. Trust in the brain rests on evidence it can produce itself.